Products related to Robustness:
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Machine Learning Algorithms : Adversarial Robustness in Signal Processing
This book demonstrates the optimal adversarial attacks against several important signal processing algorithms.Through presenting the optimal attacks in wireless sensor networks, array signal processing, principal component analysis, etc, the authors reveal the robustness of the signal processing algorithms against adversarial attacks.Since data quality is crucial in signal processing, the adversary that can poison the data will be a significant threat to signal processing.Therefore, it is necessary and urgent to investigate the behavior of machine learning algorithms in signal processing under adversarial attacks. The authors in this book mainly examine the adversarial robustness of three commonly used machine learning algorithms in signal processing respectively: linear regression, LASSO-based feature selection, and principal component analysis (PCA).As to linear regression, the authors derive the optimal poisoning data sample and the optimal feature modifications, and also demonstrate the effectiveness of the attack against a wireless distributed learning system.The authors further extend the linear regression to LASSO-based feature selection and study the best strategy to mislead the learning system to select the wrong features.The authors find the optimal attack strategy by solving a bi-level optimization problem and also illustrate how this attack influences array signal processing and weather data analysis.In the end, the authors consider the adversarial robustness of the subspace learning problem.The authors examine the optimal modification strategy under the energy constraints to delude the PCA-based subspace learning algorithm. This book targets researchers working in machine learning, electronic information, and information theory as well as advanced-level students studying these subjects.R&D engineers who are working in machine learning, adversarial machine learning, robust machine learning, and technical consultants working on the security and robustness of machine learning are likely to purchase this book as a reference guide.
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Model Predictive Control for AC Motors : Robustness and Accuracy Improvement Techniques
This book introduces how to improve the accuracy and robustness of model predictive control.Firstly, the disturbance observation- and compensation-based method is developed.Secondly, direct parameter identification methods are developed.Thirdly, the seldom-focused-on issues such as sampling and delay problems are solved in this book.Overall, this book solves the problems in a systematic and innovative way. Chapter 2 is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com
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Building Responsible AI Algorithms : A Framework for Transparency, Fairness, Safety, Privacy, and Robustness
This book introduces a Responsible AI framework and guides you through processes to apply at each stage of the machine learning (ML) life cycle, from problem definition to deployment, to reduce and mitigate the risks and harms found in artificial intelligence (AI) technologies.AI offers the ability to solve many problems today if implemented correctly and responsibly.This book helps you avoid negative impacts – that in some cases have caused loss of life – and develop models that are fair, transparent, safe, secure, and robust. The approach in this book raises your awareness of the missteps that can lead to negative outcomes in AI technologies and provides a Responsible AI framework to deliver responsible and ethical results in ML.It begins with an examination of the foundational elements of responsibility, principles, and data.Next comes guidance on implementation addressing issues such as fairness, transparency, safety, privacy, and robustness.The book helps you think responsibly while building AI and ML models and guides you through practical steps aimed at delivering responsible ML models, datasets, and products for your end users and customers.What You Will LearnBuild AI/ML models using Responsible AI frameworks and processesDocument information on your datasets and improve data qualityMeasure fairness metrics in ML modelsIdentify harms and risks per task and run safety evaluations on ML modelsCreate transparent AI/ML modelsDevelop Responsible AI principles and organizational guidelinesWho This Book Is ForAI and ML practitioners looking for guidance on building models that are fair, transparent, and ethical; those seeking awareness of the missteps that can lead to unintentional bias and harm from their AI algorithms; policy makers planning to craft laws, policies, and regulations that promote fairness and equity in automated algorithms
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Gloste Nano Apparel Protection For Apparel & Footwear 200ml
Unique water and dirt repellent without extremely harmful synthetic chemicals. Protects while maintaining fabric breathability. Extends the life of textiles. Creates a long-lasting protective layer. Used for various textile surfaces that need to be protected from water and dirt. These include outdoor clothing, footwear, furniture, gloves, hats etc.Benefits:- No SLS/SLES;- No microplastics;- Safe for nature and people;- Extremely hydrophobic;- PFAS free;- The textile becomes resistant to dirt and water, but remains breathable;- Innovative formula;- Biodegradable;- Long-lasting protection.
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How good is the durability and robustness of tattoos?
Tattoos are generally considered to be quite durable and robust, as they are designed to be permanent markings on the skin. The longevity of a tattoo can vary depending on factors such as the quality of the ink, the skill of the tattoo artist, and how well the tattoo is cared for during the healing process and beyond. While tattoos can fade over time due to factors like sun exposure and aging, they are generally considered to be a long-lasting form of body art.
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Which engine is better in terms of technology robustness: 4Mix or 2Mix?
In terms of technology robustness, the 4Mix engine is generally considered to be better than the 2Mix engine. The 4Mix engine is a four-stroke engine that combines the benefits of both two-stroke and four-stroke engines, resulting in improved fuel efficiency, reduced emissions, and smoother operation. It also has a more complex design and additional components, which contribute to its overall robustness and durability compared to the simpler 2Mix engine. Overall, the 4Mix engine is a more advanced and technologically robust option for various applications.
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Which flowers are known for their robustness and can withstand strong winds well?
Some flowers known for their robustness and ability to withstand strong winds well include sunflowers, marigolds, and lavender. These flowers have sturdy stems and roots that help them stay upright in windy conditions. Additionally, their thick foliage and strong structure make them more resilient to the elements.
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How does athletic performance deteriorate?
Athletic performance can deteriorate due to a variety of factors, including physical fatigue, overtraining, lack of proper nutrition, dehydration, and inadequate recovery. Physical fatigue can lead to decreased muscle strength and endurance, while overtraining can result in burnout and decreased motivation. Poor nutrition and dehydration can lead to decreased energy levels and impaired muscle function. Inadequate recovery can also hinder athletic performance by not allowing the body to fully repair and adapt to the stress of training. Overall, a combination of these factors can contribute to the deterioration of athletic performance.
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Jump Attack : The Formula for Explosive Athletic Performance and Training Like the Pros
THE ELITE TRAINER FEATURED IN MICHAEL JORDAN DOCUSERIES THE LAST DANCEA fitness bible for athletes around the world, this three-phase, twelve-week program has exercises and workouts as well as cutting-edge information on training, nutrition, longevity, injury prevention, and more. Tim Grover began training Michael Jordan in 1989, and since then hundreds of elite athletes have turned to Grover to become stronger, faster, and more powerful, both physically and mentally.From increasing Michael Jordan's vertical leap to keeping Kobe Bryant and countless other superstars in peak physical shape, Grover's methods have made the best even better, year after year.Devised for explosive performance in any sport, this challenging workout pushes athletes out of their comfort zones, and allows anyone to train like a professional. This is how my pros do it. If you want to become more explosive, stronger, and faster, if you want to jump higher and improve your overall athletic performance in any sport, this is exactly how we do it today: This program is the difference between jumping and taking flight.'
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Lower Body Training : The Definitive Guide to Increasing Size, Strength, and Athletic Performance
Get the help you need to achieve a stronger lower body.Lower Body Training is a comprehensive guide containing the most up-to-date, scientifically proven strategies for increasing lower body size, strength, and power.Jason Brown, a program design expert who has worked with CrossFit affiliates and strength and conditioning facilities around the world, shares his innovative programs for a variety of different training goals, ranging from increased lower body size and strength to improved athletic performance. Lower Body Training offers dozens of options for developing all the muscles of the lower body.The exercises are organized by the movement patterns they target—quad dominant, hip dominant, isolation, and plyometric—and feature variations based on the equipment you have available without sacrificing results.You will also find recommendations for selecting a balance of exercises to maximize effectiveness and reduce lower back pain and other potential overuse or acute injuries. Best of all, Lower Body Training includes programs using maximal, submaximal, and dynamic training methods.The programs—categorized by beginner, intermediate, or advanced—target specific goals such as hypertrophy, strength, or athletic performance.Plus, there are variations for making staple exercises even more effective. Whether your goal is increased lower body size and strength or improved athletic performance, Lower Body Training has the tools to help you get there. Earn continuing education credits/units! A continuing education exam that uses this book is also available.It may be purchased separately or as part of a package that includes both the book and exam.
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YJKVUR Men's Athletic Performance Gym Workout Shorts With Pockets 2024 New Summer Training Running
YJKVUR Men's Athletic Performance Gym Workout Shorts With Pockets 2024 New Summer Training Running
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YJKVUR Men's Athletic Performance Gym Workout Shorts With Pockets 2024 New Summer Training Running
YJKVUR Men's Athletic Performance Gym Workout Shorts With Pockets 2024 New Summer Training Running
Price: 3.10 € | Shipping*: 1.99 €
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Which horse breed do you find better to keep in terms of robustness, susceptibility to diseases, and attention to feeding?
In terms of robustness, susceptibility to diseases, and attention to feeding, I find that draft horse breeds such as the Percheron or Belgian are better to keep. These breeds are known for their strength and hardiness, making them less susceptible to certain health issues. They also have a lower risk of developing metabolic disorders and are generally easy keepers, requiring less feed and maintenance compared to other breeds. Additionally, their larger size and strong build make them well-suited for heavy work and pulling tasks.
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How does the psyche influence athletic performance?
The psyche plays a significant role in athletic performance as it can impact an athlete's confidence, motivation, focus, and ability to handle pressure. Positive psychological factors such as self-belief, mental toughness, and goal-setting can enhance performance, while negative factors like anxiety, self-doubt, and distractions can hinder it. Mental skills training, visualization techniques, and mindfulness practices are often used to help athletes develop a strong and resilient mindset, ultimately improving their performance on the field or court.
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What is Western riding apparel?
Western riding apparel refers to the clothing and accessories worn by riders in Western-style horseback riding. This typically includes a cowboy hat, long-sleeved shirt, jeans, cowboy boots, and a belt with a buckle. Western riding apparel is designed to be practical and comfortable for the rider while also reflecting the traditional Western cowboy aesthetic. Additionally, riders may also wear chaps, spurs, and gloves as part of their Western riding attire.
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What is western riding apparel?
Western riding apparel refers to the clothing and gear worn by riders who participate in western-style horseback riding. This typically includes a cowboy hat, long-sleeved shirt, jeans, cowboy boots, and a belt with a western-style buckle. Additionally, riders may wear chaps, spurs, and gloves for added protection and functionality. The apparel is designed to be comfortable, durable, and practical for the demands of western riding disciplines such as trail riding, ranch work, and rodeo events.
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